Data Science Machine Learning

SHRUTI SHRESTHA

470-***-**** ad5rnp@r.postjobfree.com LinkedIn GitHub

EDUCATION

Georgia State University, Master of Data Science and Analytics Aug 2021 - May 2023 Tribhuvan University, Bachelors in Computer Engineering Oct 2013 - Sept 2017 Certifications: AWS Cloud Practitioner, MLOps Specialization TECHNICAL COMPETENCIES

Programming Language/Framework: Python, PyTorch, Tensorflow, SQL, Java, R, Bash Script Tools: Kubernetes, HPC(Slurm), MLflow, wandb, ArgoCD, Spark Streaming, Docker, Github Actions Data Science: Computer Vision, Regression/Classification. Model Deployment, Data Visualization/Mining Data Manipulation: Jupyter Notebook, Numpy, Pandas, scipy, matplotlib, scikit-learn Cloud Services: AWS, Google Cloud

WORK EXPERIENCE

Machine Learning Engineer Jan 2023 -Present

Georgia State University, Advanced Research Computing Technology and Innovation Core Atlanta, Georgia

● Implemented CI/CD using Docker, Kubernetes, and Argo CD to streamline recommendation engine model with software development practices, including source code management, debugging, testing, and deployment, ensuring robustness and scalability, improved project efficiency by 40%.

● Led the design and implementation of a chatbot system model using Google Cloud’s Vertex AI.

● Conducted research and authored a paper on application of autoencoders for dimensionality reduction in cell migration pattern analysis, and effectively tracked experiments with MLflow and wandb.

● Implement Distributed Data Parallel for high-performance computing, along with NVIDIA Nsight, DALI, GPU Direct, Pytorch Profilers for monitoring starvations/bottlenecks, boosted model efficiency by 50%.

● Facilitated cross functional team discussion to align AI strategies and business goals.

● Deployed a traffic sign recognition and voice model on Nvidia Jetson Nano for a self-driving car.

● Led hands-on workshops on Distributed Computing with PyTorch, Kubernetes, and HPC Slurm systems.

● Crafted documentation for a platform with over 500 users, providing user support and resolving issues. Graduate Research Assistant Aug 2021 - Dec 2022

Georgia State University, Data Mining Lab Atlanta, Georgia

● Analyzed server logs using spark streaming, zookeeper, kafka for top 5 items, most page search & IP hits.

● Developed Generative Adversarial Networks and sub-pixel techniques for Image Super Resolution.

● Created a comprehensive database of solar flares & events through data modeling, SQL, and web scraping.

● Published a poster on CNN models for solar flare classification. Research Assistant Jun 2020 - Jul 2021

Nepal Applied Mathematics and Informatics Institute for research (NAAMII) Kathmandu, Nepal

● Authored a paper on semantic segmentation in endoscopy images, incorporating attention mechanisms. Software Engineer Dec 2017 - Dec 2019

Hamro Patro Inc. Kathmandu, Nepal

● Developed a recommendation engine with collaborative & content filtering, boosting 30% engagement.

● Worked with microservice architecture, REST API and gRPC calls, and conducted unit/integration tests.

● Led a team of five in deploying an ML model as a web service for news classification with 90% accuracy. TECHNICAL PROJECTS

● Deployed AWS predictive system with SageMaker, S3, RDS, EC2, VPC, Route53, and security groups.

● Optimized retail inventory levels using Python's ML ecosystem (NumPy, pandas, scikit-learn, XGBoost), reducing overstock and enhancing profitability.

PUBLICATION

● Google Scholar Link

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